The Story of GraphLab - From Scaling Machine Learning to Shaping Graph Systems Research (VLDB 2023 Test-of-time Award Talk)
Summary: GraphLab pioneered vertex- and edge-centric APIs plus high-performance asynchronous execution and out-of-core support to scale graph ML and inference. Broad open-source adoption (Turi) catalyzed advances in graph processing, graph DBs, and AI/ML systems. (summarized by gpt-5-mini on Feb 09 2026)
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| 37 | Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud | 2012 | VLDB | 0.0007522744 |
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